{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 计算均匀矩形介质中的走时场"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyfmm\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncomment and Run following to remove WARNING.\n",
    "# \n",
    "# import logging\n",
    "# pyfmm.myLogger.setLevel(logging.ERROR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "xarr = np.arange(0, 100, 0.08)\n",
    "yarr = np.arange(0, 50, 0.05)\n",
    "zarr = np.array([0.0])  # 二维情况\n",
    "\n",
    "# 慢度场\n",
    "slw  = np.ones((len(xarr), len(yarr), len(zarr)), dtype='f')\n",
    "\n",
    "srcloc = [10, 20, 0.0]\n",
    "\n",
    "# FMM解\n",
    "FMMTT = pyfmm.travel_time_source(\n",
    "    srcloc,\n",
    "    xarr, yarr, zarr, slw)\n",
    "\n",
    "# FSM解\n",
    "FSMTT = pyfmm.travel_time_source(\n",
    "    srcloc,\n",
    "    xarr, yarr, zarr, slw, useFSM=True)\n",
    "\n",
    "# 真实解\n",
    "xx, yy, zz = srcloc\n",
    "real_TT = np.sqrt(((xarr-xx)**2)[:,None,None] + ((yarr-yy)**2)[None,:,None] + ((zarr-zz)**2)[None,None,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1)\n",
    "cs = ax.contour(xarr, yarr, FMMTT[:, :, 0].T, levels=30, linewidths=0.5)\n",
    "_  = ax.contour(xarr, yarr, real_TT[:, :, 0].T, levels=30, linewidths=0.5, colors='k', linestyles='--')\n",
    "ax.clabel(cs)\n",
    "\n",
    "ax.set_aspect('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1)\n",
    "cs = ax.contour(xarr, yarr, FSMTT[:, :, 0].T, levels=30, linewidths=0.5)\n",
    "_  = ax.contour(xarr, yarr, real_TT[:, :, 0].T, levels=30, linewidths=0.5, colors='k', linestyles='--')\n",
    "ax.clabel(cs)\n",
    "\n",
    "ax.set_aspect('equal')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FMM_error =  0.009092051242207444\n",
      "FSM_error =  0.009115207963152972\n"
     ]
    }
   ],
   "source": [
    "# 误差 \n",
    "FMM_error = np.mean(np.abs(FMMTT - real_TT))\n",
    "FSM_error = np.mean(np.abs(FSMTT - real_TT))\n",
    "print(\"FMM_error = \", FMM_error)\n",
    "print(\"FSM_error = \", FSM_error)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py310",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
